Conforma works downstream of your MLR process — it doesn’t replace or replicate it. Conforma’s role begins when approval is confirmed: transforming the approved source into synchronized formats and maintaining its integrity throughout distribution. The audit trail supports MLR accountability without adding to the review burden. 

As a governed content delivery layer — not a replacement for your existing channels or platforms. Conforma addresses a specific gap: ensuring approved clinical and promotional content reaches HCPs in the formats most likely to drive engagement, with data on what actually worked. Integration pathways are scoped during the Guided Pilot.

Yes. Each brand or therapeutic area operates within its own governed environment — separate approved sources, separate approval routing, separate audit trails. Content from one brand does not interact with another. For pharma organizations managing multiple brands under shared medical affairs infrastructure, this separation is part of standard deployment. 

Engagement data in Conforma is role-based and access-controlled. Your organization defines which roles can view which reporting layers. Data is not shared across organizations or used to train external models. Full data handling documentation is provided during pilot scoping — your legal and compliance teams will want to review it. 

The original project is retired and a new project is started from the revised source. The updated content goes through the same editor review and format approval process before a new distribution package is released. For HCP-facing content where regulatory or clinical accuracy is non-negotiable, that means no updated version reaches prescribers without a completed approval. The original distribution record remains intact — the two projects are distinct and separately documented. 

Conforma gives both teams a shared infrastructure — one approved source that marketing distributes in multiple formats, with an audit trail that medical affairs can point to. Format-level engagement data is accessible to both teams within role-based permissions. It doesn’t resolve organizational tensions, but it gives them a common factual record to work from.

Both — and the channel distinction matters less than the governance question it raises. Whether an MSL is sharing content in a one-on-one conversation or a digital campaign is distributing it across a prescriber segment, the governance obligation is the same. Conforma applies the same infrastructure to both contexts. 

A structured 30–60 day evaluation built around one approved content program and a defined HCP audience segment. The pilot produces format-level engagement data, governance documentation your medical affairs and legal teams can review, and organizational intelligence about HCP format preferences in your specific therapeutic area.